Private and confidential workcost
To
Owners and operators, US manufacturing and logistics
From
J.N. Choi, workcost
Date
October 2026
Re

Your old work records may be worth money to AI labs.

1.

AI labs now license real operating records from companies like yours: work orders, shipments, job files. workcost finds out whether your records qualify and introduces you to interested buyers. You keep ownership, and it costs you nothing.

Book a 20-minute call

A conversation, not a commitment. Nothing leaves your systems on the call.

2.What a buyer sees first

2.1

Before any buyer learns who you are, they read a one-page brief like the one below. It describes your records, not your company. You see it before anyone else does.

Exhibit A. Data licensing briefIllustrative, not a real company
CompanyCompany name removedwithheld
Owners and staffEvery name removedwithheld
CustomersCustomer names removedwithheld
SectorIndustrial manufacturing
RegionMidwest, United States
RecordsWork orders, job files and quality reports
Retained since2012, to verify
Request linked to outcomeYes, by job number

3.How it works

3.1

A 20-minute call. What records you keep, in which systems, and for how many years.

3.2

An anonymous brief. We describe your records to buyers without naming your company, your staff or your customers.

3.3

You decide. If a buyer is interested, you see the terms and the de-identification plan before anything is shared. You can say no at any point.

4.What tends to qualify

4.1

Years of history. Five years or more of records you still hold.

4.2

Work, start to finish. Records that link a request, the work done and the outcome.

4.3

Operations, not people. The value is in how the work gets done, not in who did it.

5.Confidentiality

5.1

Names and personal details are removed before anything is shared.

5.2

Nothing leaves your company before you sign with a buyer. We never ask for raw data before that.

5.3

We check what your customer contracts allow before anything moves.

5.4

If a license closes, the buyer pays workcost a fee. You pay nothing.

6.Who runs this

6.1

workcost is a service of Makers Of XYZ Inc., run by J.N. Choi. Questions before a call go to jason@getworkcost.com.